• >Read Machine Learning Pocket Reference: Working with Structured Data in Python – Matt Harrison

  • Dec 4 2024
  • Length: Less than 1 minute
  • Podcast

>Read Machine Learning Pocket Reference: Working with Structured Data in Python – Matt Harrison

  • Summary

  • Read Ebooks Machine Learning Pocket Reference: Working with Structured Data in Python Here https://myideasee.blogspot.com/?book=1492047546

    Synopsis : With detailed notes, tables, and examples, this handy reference will help you navigate the basics of structured machine learning. Author Matt Harrison delivers a valuable guide that you can use for additional support during training and as a convenient resource when you dive into your next machine learning project.

    Ideal for programmers, data scientists, and AI engineers, this book includes an overview of the machine learning process and walks you through classification with structured data. You’ll also learn methods for clustering, predicting a continuous value (regression), and reducing dimensionality, among other topics.

    This pocket reference includes sections that cover:

    Classification, using the Titanic dataset
    Cleaning data and dealing with missing data
    Exploratory data analysis
    Common preprocessing steps using sample data
    Selecting features useful to the model
    Model selection
    Metrics and classification evaluation
    Regression examples using k-nearest neighbor, decision trees, boosting, and more
    Metrics for regression evaluation
    Clustering
    Dimensionality reduction
    Scikit-learn pipelines

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